I'd expect unified memory architectures (Apple M-series, AMD Ryzen AI series, etc) to be the future of local inference, not GPU cards.

Time will tell. Depends on small model architecture trends and hardware availability. I wouldn't be surprised if something came slightly out of left field. Considering Taiwan is trapped into producing the same chips for the next 2 years, I wouldn't be surprised if a new player emerged.